Evaluate

Why we killed score-above-all

The single-number metric is a trap. Here's why we show you the axes and the verdict, not just the composite.

6 minUpdated 2026-04-19

An earlier version of distro only showed the composite score. Users optimized for it. We watched the portfolio data tilt toward "safe, high-shareability, low-charge" posts — the distribution equivalent of SEO'd listicles. Everything started sounding the same.

What went wrong

The composite is a weighted sum. Like all weighted sums, it's an opinion about what matters. Once users trust it, they stop thinking about the axes. A post scoring 86 that's all shareability and no distinctiveness looks like a "winner" when it's actually forgettable.

What we changed

Three things:

  1. The composite is shown, but demoted visually. The axis chart is the primary display.
  2. The verdict is categorical (kill / refine / ship), not a rank. You decide whether to ship a 78 over an 82.
  3. Refinement suggestions point at specific axes. "Bump distinctiveness" not "score higher."

How to use this

Look at the axis profile, not the composite. A contrarian post might have low shareability by design; what matters is whether it has high emotional charge and distinctiveness. A data drop might have low hook strength; what matters is payoff and specificity.

If an idea has two or three strong axes and the rest are mediocre, it's a draft worth writing. If every axis is mediocre, don't bother — the composite is meaningless flat.